{"id":"W7097021044","doi":"","title":"The Belcam Project: a summary of three years of","year":2007,"lang":"en","type":"article","venue":"","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Envelope (radar); Asset (computer security); Building envelope; Service (business); Building information modeling; Asset management; Risk management; Reliability (semiconductor); Cost estimate; Markov chain","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005001841,0.0000407661,0.00007842531,0.00003775651,0.00002047033,0.000003016068,0.0001434323,0.0000297339,0.0003271827],"category_scores_gemma":[0.00001080704,0.00002783661,0.0000455728,0.0001147192,0.00008875565,0.000009825334,0.00005674537,0.00004289597,0.00003140655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006649267,"about_ca_system_score_gemma":0.00000756656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001121745,"about_ca_topic_score_gemma":0.001112598,"domain_scores_codex":[0.9994587,0.00001422644,0.0001842245,0.00008098435,0.0001052356,0.0001566025],"domain_scores_gemma":[0.9994785,0.0001599365,0.00004884077,0.0002811229,0.00002010998,0.00001153681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003871113,0.0002109109,0.02784447,0.0000455358,0.0002372673,0.00001230783,0.002819451,0.000003491831,0.00007054085,0.3416213,0.3164144,0.3103333],"study_design_scores_gemma":[0.0007399123,0.0003360297,0.252452,0.00002304836,0.0000257542,0.000001750545,0.01548267,0.00001154659,0.0002244274,0.001823654,0.7287539,0.0001253033],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3293055,0.0004784117,0.0006527092,0.0004026343,0.0003780668,0.0003332271,0.000006465105,0.00002162438,0.6684214],"genre_scores_gemma":[0.8949309,0.00002448552,0.0003041862,0.0001190092,0.0000359125,0.00001051467,0.000001920825,0.000007974563,0.1045651],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5656254,"threshold_uncertainty_score":0.3582421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02435985622292006,"score_gpt":0.2964780241535809,"score_spread":0.2721181679306609,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}